ArticleJournal of the Royal Society, Interface2022
Expanding the measurement of culture with a sample of two billion humans.
Article in Journal of the Royal Society, Interface, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
9 citing papers in PubMed.
- What values best distinguish the world's cultures? The machine learning-based cultural values inventory.PNAS nexus · 2025Article
- Methodological concerns underlying a lack of evidence for cultural heterogeneity in the replication of psychological effects.Communications psychology · 2024Article
- Measuring and shaping the nutritional environment via food sales logs: case studies of campus-wide food choice and a call to action.Frontiers in nutrition · 2024Article
- Machine culture.Nature human behaviour · 2023Review
- The Ecology-Culture Dataset: A new resource for investigating cultural variation.Scientific data · 2022Article
- Expanding the measurement of culture with a sample of two billion humans.Journal of the Royal Society, Interface · 2022Article
- Paradox of diversity in the collective brain.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2022Article
- Using social media advertisement data to monitor the gender gap in STEM: opportunities and challenges.PeerJ. Computer science · 2022Article
- The interplay of migration and cultural similarity between countries: Evidence from Facebook data on food and drink interests.PloS one · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Culture has played a pivotal role in human evolution. Yet, the ability of social scientists to study culture is limited by the currently available measurement instruments. Scholars of culture must regularly choose between scalable but sparse survey-based methods or restricted but rich ethnographic methods. Here, we demonstrate that massive online social networks can advance the study of human culture by providing quantitative, scalable and high-resolution measurement of behaviourally revealed cultural values and preferences. We employ data across nearly 60 000 topic dimensions drawn from two billion Facebook users across 225 countries and territories. We first validate that cultural distances calculated from this measurement instrument correspond to traditional survey-based and objective measures of cross-national cultural differences. We then demonstrate that this expanded measure enables rich insight into the cultural landscape globally at previously impossible resolution. We analyse the importance of national borders in shaping culture and compare subnational divisiveness with gender divisiveness across countries. Our measure enables detailed investigation into the geopolitical stability of countries, social cleavages within small- and large-scale human groups, the integration of migrant populations and the disaffection of certain population groups from the political process, among myriad other potential future applications.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.